A small point, but I believe that any refinance becomes a recourse loan in the event of a foreclosure. The original loan and even the second if used for the initial purchase is non-recourse. That means that in the event of foreclosure there is no deficiency judgment.
On any refi, I believe the entire loss (in the event of foreclosure) becomes recourse.